{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 本章我们继续考虑其他的情形——y为分类型"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 本章共有两节：\n",
    "### （1）预备知识——分类变量的处理（0-1编码）\n",
    "### （2）“分类预测”案例"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### (1)预备知识——分类变量的处理（0-1编码）"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Integer Feature</th>\n",
       "      <th>Categorical Feature</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>socks</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>fox</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>socks</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>box</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Integer Feature Categorical Feature\n",
       "0                0               socks\n",
       "1                1                 fox\n",
       "2                2               socks\n",
       "3                1                 box"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "demo_df = pd.DataFrame({'Integer Feature': [0, 1, 2, 1],\n",
    "                        'Categorical Feature': ['socks', 'fox', 'socks', 'box']})\n",
    "display(demo_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Integer Feature</th>\n",
       "      <th>Categorical Feature_box</th>\n",
       "      <th>Categorical Feature_fox</th>\n",
       "      <th>Categorical Feature_socks</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Integer Feature  Categorical Feature_box  Categorical Feature_fox  \\\n",
       "0                0                        0                        0   \n",
       "1                1                        0                        1   \n",
       "2                2                        0                        0   \n",
       "3                1                        1                        0   \n",
       "\n",
       "   Categorical Feature_socks  \n",
       "0                          1  \n",
       "1                          0  \n",
       "2                          1  \n",
       "3                          0  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(pd.get_dummies(demo_df)) #get_gummies将非数值型列进行0-1编码"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 数字也能进行0-1编码，嗯，这点比较重要"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Integer Feature_0</th>\n",
       "      <th>Integer Feature_1</th>\n",
       "      <th>Integer Feature_2</th>\n",
       "      <th>Categorical Feature_box</th>\n",
       "      <th>Categorical Feature_fox</th>\n",
       "      <th>Categorical Feature_socks</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Integer Feature_0  Integer Feature_1  Integer Feature_2  \\\n",
       "0                  1                  0                  0   \n",
       "1                  0                  1                  0   \n",
       "2                  0                  0                  1   \n",
       "3                  0                  1                  0   \n",
       "\n",
       "   Categorical Feature_box  Categorical Feature_fox  Categorical Feature_socks  \n",
       "0                        0                        0                          1  \n",
       "1                        0                        1                          0  \n",
       "2                        0                        0                          1  \n",
       "3                        1                        0                          0  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "demo_df['Integer Feature'] = demo_df['Integer Feature'].astype(str)\n",
    "display(pd.get_dummies(demo_df))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "numpy.ndarray"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a=pd.get_dummies(demo_df)\n",
    "type(a.values)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### (2) “分类预测”案例分析，数据Smarket，y取两类值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd \n",
    "import mglearn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Lag1</th>\n",
       "      <th>Lag2</th>\n",
       "      <th>Lag3</th>\n",
       "      <th>Lag4</th>\n",
       "      <th>Lag5</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Today</th>\n",
       "      <th>Direction</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.381</td>\n",
       "      <td>-0.192</td>\n",
       "      <td>-2.624</td>\n",
       "      <td>-1.055</td>\n",
       "      <td>5.010</td>\n",
       "      <td>1.1913</td>\n",
       "      <td>0.959</td>\n",
       "      <td>Up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.959</td>\n",
       "      <td>0.381</td>\n",
       "      <td>-0.192</td>\n",
       "      <td>-2.624</td>\n",
       "      <td>-1.055</td>\n",
       "      <td>1.2965</td>\n",
       "      <td>1.032</td>\n",
       "      <td>Up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.032</td>\n",
       "      <td>0.959</td>\n",
       "      <td>0.381</td>\n",
       "      <td>-0.192</td>\n",
       "      <td>-2.624</td>\n",
       "      <td>1.4112</td>\n",
       "      <td>-0.623</td>\n",
       "      <td>Down</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-0.623</td>\n",
       "      <td>1.032</td>\n",
       "      <td>0.959</td>\n",
       "      <td>0.381</td>\n",
       "      <td>-0.192</td>\n",
       "      <td>1.2760</td>\n",
       "      <td>0.614</td>\n",
       "      <td>Up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.614</td>\n",
       "      <td>-0.623</td>\n",
       "      <td>1.032</td>\n",
       "      <td>0.959</td>\n",
       "      <td>0.381</td>\n",
       "      <td>1.2057</td>\n",
       "      <td>0.213</td>\n",
       "      <td>Up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.213</td>\n",
       "      <td>0.614</td>\n",
       "      <td>-0.623</td>\n",
       "      <td>1.032</td>\n",
       "      <td>0.959</td>\n",
       "      <td>1.3491</td>\n",
       "      <td>1.392</td>\n",
       "      <td>Up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1.392</td>\n",
       "      <td>0.213</td>\n",
       "      <td>0.614</td>\n",
       "      <td>-0.623</td>\n",
       "      <td>1.032</td>\n",
       "      <td>1.4450</td>\n",
       "      <td>-0.403</td>\n",
       "      <td>Down</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>-0.403</td>\n",
       "      <td>1.392</td>\n",
       "      <td>0.213</td>\n",
       "      <td>0.614</td>\n",
       "      <td>-0.623</td>\n",
       "      <td>1.4078</td>\n",
       "      <td>0.027</td>\n",
       "      <td>Up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.027</td>\n",
       "      <td>-0.403</td>\n",
       "      <td>1.392</td>\n",
       "      <td>0.213</td>\n",
       "      <td>0.614</td>\n",
       "      <td>1.1640</td>\n",
       "      <td>1.303</td>\n",
       "      <td>Up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1.303</td>\n",
       "      <td>0.027</td>\n",
       "      <td>-0.403</td>\n",
       "      <td>1.392</td>\n",
       "      <td>0.213</td>\n",
       "      <td>1.2326</td>\n",
       "      <td>0.287</td>\n",
       "      <td>Up</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Lag1   Lag2   Lag3   Lag4   Lag5  Volume  Today Direction\n",
       "0  0.381 -0.192 -2.624 -1.055  5.010  1.1913  0.959        Up\n",
       "1  0.959  0.381 -0.192 -2.624 -1.055  1.2965  1.032        Up\n",
       "2  1.032  0.959  0.381 -0.192 -2.624  1.4112 -0.623      Down\n",
       "3 -0.623  1.032  0.959  0.381 -0.192  1.2760  0.614        Up\n",
       "4  0.614 -0.623  1.032  0.959  0.381  1.2057  0.213        Up\n",
       "5  0.213  0.614 -0.623  1.032  0.959  1.3491  1.392        Up\n",
       "6  1.392  0.213  0.614 -0.623  1.032  1.4450 -0.403      Down\n",
       "7 -0.403  1.392  0.213  0.614 -0.623  1.4078  0.027        Up\n",
       "8  0.027 -0.403  1.392  0.213  0.614  1.1640  1.303        Up\n",
       "9  1.303  0.027 -0.403  1.392  0.213  1.2326  0.287        Up"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "w=pd.read_csv('C:/Users/灬月光皆旧梦/Desktop/使用python进行数据挖掘/datasets/Smarket.csv')\n",
    "w.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1250 entries, 0 to 1249\n",
      "Data columns (total 8 columns):\n",
      " #   Column     Non-Null Count  Dtype  \n",
      "---  ------     --------------  -----  \n",
      " 0   Lag1       1250 non-null   float64\n",
      " 1   Lag2       1250 non-null   float64\n",
      " 2   Lag3       1250 non-null   float64\n",
      " 3   Lag4       1250 non-null   float64\n",
      " 4   Lag5       1250 non-null   float64\n",
      " 5   Volume     1250 non-null   float64\n",
      " 6   Today      1250 non-null   float64\n",
      " 7   Direction  1250 non-null   object \n",
      "dtypes: float64(7), object(1)\n",
      "memory usage: 78.2+ KB\n"
     ]
    }
   ],
   "source": [
    "w.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Lag1</th>\n",
       "      <th>Lag2</th>\n",
       "      <th>Lag3</th>\n",
       "      <th>Lag4</th>\n",
       "      <th>Lag5</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Today</th>\n",
       "      <th>Direction_Down</th>\n",
       "      <th>Direction_Up</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.381</td>\n",
       "      <td>-0.192</td>\n",
       "      <td>-2.624</td>\n",
       "      <td>-1.055</td>\n",
       "      <td>5.010</td>\n",
       "      <td>1.1913</td>\n",
       "      <td>0.959</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.959</td>\n",
       "      <td>0.381</td>\n",
       "      <td>-0.192</td>\n",
       "      <td>-2.624</td>\n",
       "      <td>-1.055</td>\n",
       "      <td>1.2965</td>\n",
       "      <td>1.032</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.032</td>\n",
       "      <td>0.959</td>\n",
       "      <td>0.381</td>\n",
       "      <td>-0.192</td>\n",
       "      <td>-2.624</td>\n",
       "      <td>1.4112</td>\n",
       "      <td>-0.623</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-0.623</td>\n",
       "      <td>1.032</td>\n",
       "      <td>0.959</td>\n",
       "      <td>0.381</td>\n",
       "      <td>-0.192</td>\n",
       "      <td>1.2760</td>\n",
       "      <td>0.614</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.614</td>\n",
       "      <td>-0.623</td>\n",
       "      <td>1.032</td>\n",
       "      <td>0.959</td>\n",
       "      <td>0.381</td>\n",
       "      <td>1.2057</td>\n",
       "      <td>0.213</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Lag1   Lag2   Lag3   Lag4   Lag5  Volume  Today  Direction_Down  \\\n",
       "0  0.381 -0.192 -2.624 -1.055  5.010  1.1913  0.959               0   \n",
       "1  0.959  0.381 -0.192 -2.624 -1.055  1.2965  1.032               0   \n",
       "2  1.032  0.959  0.381 -0.192 -2.624  1.4112 -0.623               1   \n",
       "3 -0.623  1.032  0.959  0.381 -0.192  1.2760  0.614               0   \n",
       "4  0.614 -0.623  1.032  0.959  0.381  1.2057  0.213               0   \n",
       "\n",
       "   Direction_Up  \n",
       "0             1  \n",
       "1             1  \n",
       "2             0  \n",
       "3             1  \n",
       "4             1  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_dummies = pd.get_dummies(w)\n",
    "data_dummies.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "X=data_dummies.loc[:,'Lag1':'Today'].values\n",
    "y=data_dummies['Direction_Up'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1    648\n",
       "0    602\n",
       "Name: Direction_Up, dtype: int64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.value_counts(data_dummies['Direction_Up'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 上述结果说明：数据框data_dummies是一个“平衡数据”，关于“不平衡数据”的分类预测我们后面有讲到。\n",
    "### 平衡数据定义：相应y的类别中，各类占比大致相等。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test score: 0.98\n"
     ]
    }
   ],
   "source": [
    "#下面我们应用逻辑斯蒂回归模型\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.model_selection import train_test_split\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=0)\n",
    "logreg = LogisticRegression()\n",
    "logreg.fit(X_train, y_train)\n",
    "print(\"Test score: {:.2f}\".format(logreg.score(X_test, y_test)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test score: 0.98的含义是什么？且看下面的“混淆矩阵”"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[156,   6],\n",
       "       [  0, 151]], dtype=int64)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#计算混淆矩阵\n",
    "from sklearn.metrics import confusion_matrix\n",
    "\n",
    "pred_logreg = logreg.predict(X_test)\n",
    "confusion = confusion_matrix(y_test, pred_logreg)\n",
    "confusion"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "       [1, 1],\n",
       "       [1, 1],\n",
       "       [1, 1],\n",
       "       [1, 1],\n",
       "       [1, 1],\n",
       "       [1, 1],\n",
       "       [1, 1],\n",
       "       [1, 1],\n",
       "       [0, 0],\n",
       "       [1, 1],\n",
       "       [0, 0],\n",
       "       [1, 1],\n",
       "       [0, 0],\n",
       "       [1, 1],\n",
       "       [1, 1],\n",
       "       [1, 1],\n",
       "       [0, 0],\n",
       "       [0, 0],\n",
       "       [1, 1],\n",
       "       [0, 0],\n",
       "       [0, 0],\n",
       "       [0, 0],\n",
       "       [0, 0],\n",
       "       [0, 0],\n",
       "       [1, 1],\n",
       "       [1, 1],\n",
       "       [0, 0],\n",
       "       [1, 1],\n",
       "       [1, 1],\n",
       "       [0, 0],\n",
       "       [0, 0],\n",
       "       [0, 0],\n",
       "       [0, 0],\n",
       "       [1, 1],\n",
       "       [1, 1],\n",
       "       [0, 0],\n",
       "       [0, 0],\n",
       "       [0, 0],\n",
       "       [1, 1],\n",
       "       [0, 0],\n",
       "       [0, 0],\n",
       "       [1, 1],\n",
       "       [1, 1],\n",
       "       [0, 0],\n",
       "       [1, 1],\n",
       "       [0, 0],\n",
       "       [0, 0],\n",
       "       [1, 1],\n",
       "       [1, 1],\n",
       "       [1, 1],\n",
       "       [1, 1],\n",
       "       [0, 0],\n",
       "       [0, 0],\n",
       "       [0, 0],\n",
       "       [0, 0],\n",
       "       [1, 1],\n",
       "       [0, 0],\n",
       "       [1, 1],\n",
       "       [0, 0],\n",
       "       [0, 0],\n",
       "       [1, 1],\n",
       "       [0, 0],\n",
       "       [0, 0],\n",
       "       [0, 0],\n",
       "       [0, 0],\n",
       "       [0, 0],\n",
       "       [0, 0],\n",
       "       [0, 0],\n",
       "       [0, 0],\n",
       "       [1, 1],\n",
       "       [0, 0],\n",
       "       [1, 1],\n",
       "       [1, 1],\n",
       "       [0, 0],\n",
       "       [1, 1],\n",
       "       [1, 1],\n",
       "       [0, 0],\n",
       "       [1, 1],\n",
       "       [0, 0],\n",
       "       [1, 1],\n",
       "       [0, 0],\n",
       "       [0, 0],\n",
       "       [0, 0],\n",
       "       [0, 0],\n",
       "       [1, 1],\n",
       "       [1, 1],\n",
       "       [0, 0],\n",
       "       [1, 1],\n",
       "       [0, 0],\n",
       "       [1, 1],\n",
       "       [0, 0],\n",
       "       [1, 1],\n",
       "       [0, 0],\n",
       "       [1, 1],\n",
       "       [1, 1],\n",
       "       [0, 0],\n",
       "       [0, 0],\n",
       "       [1, 1],\n",
       "       [0, 0],\n",
       "       [0, 0],\n",
       "       [0, 0],\n",
       "       [1, 1],\n",
       "       [1, 1],\n",
       "       [1, 1],\n",
       "       [0, 0],\n",
       "       [0, 0],\n",
       "       [0, 0],\n",
       "       [0, 0],\n",
       "       [0, 0],\n",
       "       [1, 1],\n",
       "       [0, 1],\n",
       "       [1, 1],\n",
       "       [1, 1],\n",
       "       [0, 0],\n",
       "       [0, 0]], dtype=uint8)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "##我们将y的观测值，和y的预测值，合并起来\n",
    "np.hstack((y_test.reshape(-1,1),pred_logreg.reshape(-1,1)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 总结，上述过程\n",
    "- （1）我们采用train_test_split()将数据分为两份：训练集train，和测试集test；\n",
    "- （2）我们在train上训练模型，在test上计算模型得分（得分越靠近1，说明模型预测效果好）"
   ]
  },
  {
   "attachments": {
    "image.png": {
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    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 引入逻辑斯谛回归模型\n",
    "- 如何将线性模型转化为逻辑回归模型：\n",
    "-  1.首先引入两个概念：概率 P 和比值比 OR\n",
    "![image.png](attachment:image.png)\n"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-  2.现在，将线性回归模型转化为逻辑回归模型：\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### sigmoid函数\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 代码实现一下sigmoid函数在【-10,10】区间的图像："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#导入相关库\n",
    "import numpy as np \n",
    "import matplotlib.pyplot as plt \n",
    "\n",
    "#初始化设置\n",
    "plt.rcParams[\"font.family\"]=\"SimHei\"\n",
    "plt.rcParams[\"axes.unicode_minus\"]=False\n",
    "plt.rcParams[\"font.size\"]=12 \n",
    "\n",
    "#定义sigmoid函数：\n",
    "def sigmoid(z):\n",
    "    return 1/(1+np.exp(-z))\n",
    "\n",
    "#绘图\n",
    "z=np.linspace(-10,10,200)\n",
    "plt.plot(z,sigmoid(z))\n",
    "#绘制水平线与垂直线：\n",
    "plt.axvline(x=0,ls=\"--\",c=\"k\")\n",
    "plt.axhline(ls=\":\",c=\"k\")\n",
    "plt.axhline(y=0.5,ls=\":\",c=\"k\")\n",
    "plt.axhline(y=1,ls=\":\",c=\"k\")\n",
    "plt.xlabel(\"z值\")\n",
    "plt.ylabel(\"sigmoid(z)值\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##  逻辑斯蒂回归模型\n",
    "- 在分类问题中，比如判断邮件是否为垃圾邮件，判断肿瘤是否为阳性，目标变量是离散的，只有两种取值，通常会编码为0和1。假设我们有一个特征X，画出散点图，结果如下所示。这时候如果我们用线性回归去拟合一条直线：hθ(X) = θ0+θ1X，若Y≥0.5则判断为1，否则为0。这样我们也可以构建出一个模型去进行分类，但是会存在很多的缺点，比如稳健性差、准确率低。而逻辑回归对于这样的问题会更加合适。"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 逻辑回归假设函数如下，它对θ^T*X作了一个函数g变换，映射至0到1的范围之内，而函数g称为sigmoid function或者logistic function。当我们输入特征，得到的hθ(x)其实是这个样本属于1这个分类的概率值。也就是说，逻辑回归是用来得到样本属于某个分类的概率。\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 混淆矩阵\n",
    "- 混淆矩阵就是分别统计分类模型归错类，归对类的观测值个数，然后把结果放在一个表里展示出来。这个表就是混淆矩阵。混淆矩阵可以清晰的反映出真实值与预测值相互吻合的部分，也可以反映出与预测值不吻合的部分：\n",
    "![image.png](attachment:image.png)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 真阳性（True Positive，TP）：样本的真实类别是正例，并且模型预测的结果也是正例\n",
    "\n",
    "- 真阴性（True Negative，TN）：样本的真实类别是负例，并且模型将其预测成为负例\n",
    "\n",
    "- 假阳性（False Positive，FP）：样本的真实类别是负例，但是模型将其预测成为正例\n",
    "\n",
    "- 假阴性（False Negative，FN）：样本的真实类别是正例，但是模型将其预测成为负例\n",
    "\n",
    "- 准确率(Accuracy)：预测正确的样本数(TP和TN)占所有样本数的比例，一般地说，准确率越高，分类器越好\n",
    "\n",
    "- 精确率(Precision)，亦称查准率：正确预测为正的样本数(TP)占全部预测为正(TP和FP)的比例\n",
    "\n",
    "- 召回率(Recall)，：正确预测为正的样本数(TP)占全部实际为正(TP和FN)的比例"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 画混淆矩阵的python代码：\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# confusion_matrix\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "#初始化设置\n",
    "plt.rcParams[\"font.family\"]=\"SimHei\"\n",
    "plt.rcParams[\"axes.unicode_minus\"]=False\n",
    "plt.rcParams[\"font.size\"]=16 \n",
    "plt.rcParams['figure.figsize'] = (8.0, 6.0)\n",
    "\n",
    "#类别名，名字可以根据项目任意更改\n",
    "classes = ['0', '1', '2', '3', '4','5']\n",
    "\n",
    "#每个类别预测结果，以行的方式输入。这里的数字代表每类的图片数\n",
    "confusion_matrix = np.array(\n",
    "    [(26, 1, 0, 0, 0, 2), \n",
    "     (6, 15, 0, 0, 0, 0), \n",
    "     (0, 0, 88, 0, 0, 34), \n",
    "     (0, 0, 0, 329, 0, 0),\n",
    "     (0, 0, 0,  0, 26, 0), \n",
    "     (0, 0, 8, 0, 0, 53)])\n",
    "\n",
    "#这是一个Recall的计算结果矩阵，这里用recall_matric来做绘制混淆矩阵图形右边的colorbar的衡量指标\n",
    "recall_matrix = np.array([(0.87, 0.03, 0.00, 0.00, 0.00, 0.07), \n",
    "                          (0.27, 0.68, 0.00, 0.00, 0.00, 0.00), \n",
    "                          (0.00, 0.00, 0.72, 0.00, 0.00, 0.28), \n",
    "                          (0.00, 0.00, 0.00, 1.00, 0.00, 0.00), \n",
    "                          (0.00, 0.00, 0.00, 0.00, 1.00, 0.00), \n",
    "                          (0.00, 0.00, 0.13, 0.00, 0.00, 0.87)], dtype=np.float64)\n",
    "# interpolation='nearest'插值方式 \n",
    "# cmap=plt.cm.Blues换矩阵的颜色，都是关于颜色的，可以在CSDN查找\n",
    "plt.imshow(recall_matrix, interpolation='nearest', cmap=plt.cm.Blues)  #按照像素显示出矩阵\n",
    "#plt.imshow(recall_matrix, interpolation='nearest', cmap=plt.cm.Greens)  \n",
    "#plt.imshow(recall_matrix, interpolation='nearest', cmap=plt.cm.Reds)  \n",
    "\n",
    "#命名标题\n",
    "plt.title('confusion_matrix')\n",
    "#画右边的colorbar\n",
    "plt.colorbar()\n",
    "tick_marks = np.arange(len(classes))\n",
    "\n",
    "#rotation这个参数是可以控制坐标的字体的旋转方向的\n",
    "plt.xticks(tick_marks, classes, rotation=-90)\n",
    "plt.yticks(tick_marks, classes)\n",
    "thresh = confusion_matrix.max() / 2.\n",
    "\n",
    "#ij配对，遍历矩阵迭代器\n",
    "iters = np.reshape([[[i, j] for j in range(6)] for i in range(6)], (confusion_matrix.size, 2))\n",
    "for i, j in iters:\n",
    "    # horizontalalignment=\"center\"解决数字不居中的问题\n",
    "    plt.text(j, i, format(confusion_matrix[i, j]), horizontalalignment=\"center\")  #显示对应的数字\n",
    "plt.ylabel('Ground truth')\n",
    "plt.xlabel('Prediction')\n",
    "\n",
    "#tight_layout会自动调整子图参数，使之填充整个图像区域。这是个实验特性，可能在一些情况下不工作。它仅仅检查坐标轴标签、刻度标签以及标题的部分。\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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